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    LLM scaling laws tutorial pairs intuition with practice

    The creator describes a simplified associative-memory model where scaling can be predicted from simple intuitions, alongside a hands-on environment for learning to use scaling laws.

    SY
    NZ
    2 Sources, 16d ago, first seen 16d ago

    TLDR

    The creator says they presented the tutorial at MLSS Tübingen. They describe three parts: classic papers and recent developments in scaling laws for large language models, an associative-memory toy model intended to build intuition, and a hands-on environment for putting scaling laws into practice.

    Combined views

    25K

    2 Sources, first seen 16d ago

    Combined views

    25K

    2 Sources, first seen 16d ago

    368 likes
    368 likes
    9 comments
    470 saves
    71 reposts

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    9 comments
    470 saves
    71 reposts

    Sentiment

    Positive——Negative

    Summary

    Not enough discussion yet.

    No sentiment analysis available yet.

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    2 Sources

    @NicolasZucchetScaling laws have become a central part of how we think about scaling LLMs, but it’s not always easy to build intuition for why they work. I made a tutorial on: - scaling laws in practice: classic papers and recent developments - an intuitive associative memory toy model, where scaling can be predicted from simple intuitions - a hands-on environment for learning how to use scaling laws I gave this tutorial at MLSS Tübingen last week, and thought the material was in a good enough shape to share! x https://nicolaszucchet.github.io/Tutorial-scaling-laws
    @SonglinYang4RT @NicolasZucchet: Scaling laws have become a central part of how we think about scaling LLMs, but it’s not always easy to build intuition…

    2 Sources

    @NicolasZucchetScaling laws have become a central part of how we think about scaling LLMs, but it’s not always easy to build intuition for why they work. I made a tutorial on: - scaling laws in practice: classic papers and recent developments - an intuitive associative memory toy model, where scaling can be predicted from simple intuitions - a hands-on environment for learning how to use scaling laws I gave this tutorial at MLSS Tübingen last week, and thought the material was in a good enough shape to share! x https://nicolaszucchet.github.io/Tutorial-scaling-laws
    @SonglinYang4RT @NicolasZucchet: Scaling laws have become a central part of how we think about scaling LLMs, but it’s not always easy to build intuition…